Proposal Draft 1
2023-11-12
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## intersect, setdiff, setequal, union## Loading required package: ggplot2## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBaDF1 - EMPLOYMENT
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K202301 and caching the dataset for faster future access.
## corrplot 0.92 loaded
DF 2 - Education
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K201501 and caching the dataset for faster future access.Exploratory Data Analysis (EDA)
Exploratory Data Analysis (EDA) based on percentage
## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
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DF3 - Citizenship
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K200501 and caching the dataset for faster future access.## Warning: Removed 1 rows containing missing values (`position_stack()`).
## Warning: Removed 1 rows containing missing values (`position_stack()`).
## Warning: Removed 1 rows containing missing values (`position_stack()`).
DF4 - Age
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.
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## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.
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## Downloading feature geometry from the Census website. To cache shapefiles for use in future sessions, set `options(tigris_use_cache = TRUE)`.
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## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.##
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DF5 - Housing
## Getting data from the 2021 1-year ACS## The 1-year ACS provides data for geographies with populations of 65,000 and greater.## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K202502 and caching the dataset for faster future access.##
## Attaching package: 'scales'## The following object is masked from 'package:purrr':
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## discard## The following object is masked from 'package:readr':
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## col_factor
DF6 - Disabilities
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K201803 and caching the dataset for faster future access.## # A tibble: 52 × 10
## NAME Total_people Total With Disabilit…¹ Hearing `Vision difficulty`
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Alabama 4957633 808071 208028 152798
## 2 Alaska 702154 92390 33397 15748
## 3 Arizona 7174053 972252 298849 180792
## 4 Arkansas 2974701 517051 142133 105624
## 5 California 38724294 4324355 1140131 844049
## 6 Colorado 5715497 640346 211803 120570
## 7 Connecticut 3557526 427014 113490 78078
## 8 Delaware 987964 130551 37933 25335
## 9 District of … 659979 76754 14429 14569
## 10 Florida 21465883 2906367 812248 555361
## # ℹ 42 more rows
## # ℹ abbreviated name: ¹`Total With Disabilities`
## # ℹ 5 more variables: cognative <dbl>, `ambulatory difficulty` <dbl>,
## # `Self-care difficulty` <dbl>, `Independent living difficulty` <dbl>,
## # `No Disability` <dbl>
##
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` +
## cognative + `Self-care difficulty` + `Independent living difficulty`,
## data = df6_wide)
##
## Residuals:
## Min 1Q Median 3Q Max
## -56621 -11941 -2766 17524 73868
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -8200.5856 5646.4977 -1.452 0.153197
## Hearing 0.6796 0.1793 3.791 0.000436 ***
## `Vision difficulty` 1.0070 0.1644 6.126 1.87e-07 ***
## cognative -0.5426 0.2291 -2.369 0.022116 *
## `Self-care difficulty` -1.9464 0.4434 -4.390 6.59e-05 ***
## `Independent living difficulty` 1.9228 0.3144 6.115 1.95e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24940 on 46 degrees of freedom
## Multiple R-squared: 0.9968, Adjusted R-squared: 0.9965
## F-statistic: 2909 on 5 and 46 DF, p-value: < 2.2e-16##
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` +
## cognative + `Self-care difficulty` + `Independent living difficulty`,
## data = df6_wide)
##
## Coefficients:
## (Intercept) Hearing
## -8200.5856 0.6796
## `Vision difficulty` cognative
## 1.0070 -0.5426
## `Self-care difficulty` `Independent living difficulty`
## -1.9464 1.9228
## [1] "NAME"
## [2] "In labor force:"
## [3] "Civilian labor force:"
## [4] "Employed"
## [5] "Unemployed"
## [6] "In Armed Forces"
## [7] "Not in labor force"
## [8] "EmploymentRate"
## [9] "UnemploymentRate"
## [10] "NotInLaborForceRate"
## [11] "state"
## [12] "Education_Total_students"
## [13] "Education_Below_9th grade"
## [14] "Education_9th to 12th grade_no diploma"
## [15] "Education_High_school_graduate"
## [16] "Education_Some college_no degree"
## [17] "Education_Associates_degree"
## [18] "Education_Bachelors_degree"
## [19] "Education_Graduate_professional degree"
## [20] "U.S. citizen"
## [21] "Not a U.S. citizen"
## [22] "Total_age"
## [23] "Age_under_18"
## [24] "Age_18_to_24"
## [25] "Age_25_to_34"
## [26] "Age_35_to_44"
## [27] "Age_45_to_54"
## [28] "Age_55_to_64"
## [29] "Age_over_64"
## [30] "Total"
## [31] "Owner Occupied"
## [32] "Renter Occupied"
## [33] "Total_people"
## [34] "Total With Disabilities"
## [35] "Hearing"
## [36] "Vision difficulty"
## [37] "cognative"
## [38] "ambulatory difficulty"
## [39] "Self-care difficulty"
## [40] "Independent living difficulty"
## [41] "No Disability"
## [42] "DisabilityRate"
## [43] "Cluster"Title
“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”
Thesis
This project aims to analyze the impact of various socio-economic factors such as education, age, citizenship status, housing, and disabilities on employment rates across different states in the United States. Using data from the American Community Survey (ACS) 2021, the study will employ statistical techniques to identify correlations, trends, and patterns, thereby providing insights into the multifaceted nature of employment dynamics in the US.
Roadmap and Code for Next Steps
Data Exploration and Cleaning
Continue with data cleaning and handling missing values.
Normalize the data if required for better comparison.
## NAME In labor force:
## 0 0
## Civilian labor force: Employed
## 0 0
## Unemployed In Armed Forces
## 0 0
## Not in labor force EmploymentRate
## 0 0
## UnemploymentRate NotInLaborForceRate
## 0 0
## state Education_Total_students
## 2 0
## Education_Below_9th grade Education_9th to 12th grade_no diploma
## 0 0
## Education_High_school_graduate Education_Some college_no degree
## 0 0
## Education_Associates_degree Education_Bachelors_degree
## 0 0
## Education_Graduate_professional degree U.S. citizen
## 0 1
## Not a U.S. citizen Total_age
## 1 0
## Age_under_18 Age_18_to_24
## 0 0
## Age_25_to_34 Age_35_to_44
## 0 0
## Age_45_to_54 Age_55_to_64
## 0 0
## Age_over_64 Total
## 0 0
## Owner Occupied Renter Occupied
## 0 0
## Total_people Total With Disabilities
## 0 0
## Hearing Vision difficulty
## 0 0
## cognative ambulatory difficulty
## 0 0
## Self-care difficulty Independent living difficulty
## 0 0
## No Disability DisabilityRate
## 0 0
## Cluster
## 0
## `geom_smooth()` using formula = 'y ~ x'
## $x
## [1] "Percentage of Bachelors Degree Holders"
##
## $y
## [1] "Employment Rate"
##
## $title
## [1] "Relation between Bachelors Degree Holders and Employment Rate"
##
## attr(,"class")
## [1] "labels"## In labor force: Civilian labor force:
## In labor force: 1.00 1.00
## Civilian labor force: 1.00 1.00
## Employed 1.00 1.00
## Unemployed 0.97 0.98
## In Armed Forces 0.73 0.72
## Not in labor force 0.99 0.99
## EmploymentRate -0.03 -0.03
## UnemploymentRate 0.31 0.31
## NotInLaborForceRate -0.02 -0.02
## Education_Total_students 1.00 1.00
## Education_Below_9th grade 0.94 0.94
## Education_9th to 12th grade_no diploma 0.98 0.98
## Education_High_school_graduate 0.97 0.97
## Education_Some college_no degree 0.99 0.99
## Education_Associates_degree 0.98 0.98
## Education_Bachelors_degree 1.00 1.00
## Education_Graduate_professional degree 0.98 0.98
## U.S. citizen 1.00 1.00
## Not a U.S. citizen 0.95 0.95
## Total_age 1.00 1.00
## Age_under_18 0.99 0.99
## Age_18_to_24 1.00 1.00
## Age_25_to_34 1.00 1.00
## Age_35_to_44 1.00 1.00
## Age_45_to_54 1.00 1.00
## Age_55_to_64 0.99 1.00
## Age_over_64 0.98 0.98
## Total 1.00 1.00
## Owner Occupied 0.98 0.98
## Renter Occupied 0.99 0.99
## Total_people 1.00 1.00
## Total With Disabilities 0.99 0.99
## Hearing 0.98 0.98
## Vision difficulty 0.97 0.97
## cognative 0.99 0.99
## ambulatory difficulty 0.98 0.98
## Self-care difficulty 0.99 0.99
## Independent living difficulty 0.99 0.99
## No Disability 1.00 1.00
## DisabilityRate -0.29 -0.29
## Employed Unemployed In Armed Forces
## In labor force: 1.00 0.97 0.73
## Civilian labor force: 1.00 0.98 0.72
## Employed 1.00 0.97 0.73
## Unemployed 0.97 1.00 0.68
## In Armed Forces 0.73 0.68 1.00
## Not in labor force 0.99 0.97 0.72
## EmploymentRate -0.02 -0.09 -0.05
## UnemploymentRate 0.30 0.42 0.17
## NotInLaborForceRate -0.02 0.02 -0.04
## Education_Total_students 1.00 0.97 0.72
## Education_Below_9th grade 0.94 0.97 0.71
## Education_9th to 12th grade_no diploma 0.98 0.97 0.74
## Education_High_school_graduate 0.98 0.93 0.66
## Education_Some college_no degree 0.99 0.96 0.75
## Education_Associates_degree 0.98 0.95 0.70
## Education_Bachelors_degree 1.00 0.98 0.73
## Education_Graduate_professional degree 0.98 0.98 0.71
## U.S. citizen 1.00 0.97 0.72
## Not a U.S. citizen 0.95 0.97 0.72
## Total_age 1.00 0.97 0.73
## Age_under_18 0.99 0.96 0.74
## Age_18_to_24 1.00 0.97 0.74
## Age_25_to_34 1.00 0.98 0.74
## Age_35_to_44 1.00 0.97 0.74
## Age_45_to_54 1.00 0.98 0.73
## Age_55_to_64 0.99 0.97 0.70
## Age_over_64 0.98 0.95 0.68
## Total 1.00 0.96 0.71
## Owner Occupied 0.98 0.93 0.70
## Renter Occupied 0.99 0.99 0.72
## Total_people 1.00 0.97 0.73
## Total With Disabilities 0.99 0.95 0.71
## Hearing 0.98 0.93 0.72
## Vision difficulty 0.97 0.94 0.73
## cognative 0.99 0.95 0.71
## ambulatory difficulty 0.98 0.95 0.71
## Self-care difficulty 0.99 0.98 0.71
## Independent living difficulty 0.99 0.97 0.70
## No Disability 1.00 0.98 0.73
## DisabilityRate -0.29 -0.26 -0.24
## Not in labor force EmploymentRate
## In labor force: 0.99 -0.03
## Civilian labor force: 0.99 -0.03
## Employed 0.99 -0.02
## Unemployed 0.97 -0.09
## In Armed Forces 0.72 -0.05
## Not in labor force 1.00 -0.11
## EmploymentRate -0.11 1.00
## UnemploymentRate 0.32 -0.45
## NotInLaborForceRate 0.07 -0.96
## Education_Total_students 1.00 -0.06
## Education_Below_9th grade 0.93 -0.10
## Education_9th to 12th grade_no diploma 0.99 -0.13
## Education_High_school_graduate 0.98 -0.10
## Education_Some college_no degree 0.99 -0.05
## Education_Associates_degree 0.99 -0.08
## Education_Bachelors_degree 0.99 -0.02
## Education_Graduate_professional degree 0.97 -0.01
## U.S. citizen 1.00 -0.07
## Not a U.S. citizen 0.94 -0.03
## Total_age 1.00 -0.05
## Age_under_18 0.98 -0.03
## Age_18_to_24 0.99 -0.04
## Age_25_to_34 0.99 -0.04
## Age_35_to_44 0.99 -0.04
## Age_45_to_54 1.00 -0.06
## Age_55_to_64 1.00 -0.07
## Age_over_64 0.99 -0.10
## Total 0.99 -0.05
## Owner Occupied 0.98 -0.05
## Renter Occupied 0.99 -0.05
## Total_people 1.00 -0.05
## Total With Disabilities 1.00 -0.13
## Hearing 0.99 -0.11
## Vision difficulty 0.98 -0.18
## cognative 0.99 -0.13
## ambulatory difficulty 0.99 -0.16
## Self-care difficulty 1.00 -0.16
## Independent living difficulty 1.00 -0.15
## No Disability 0.99 -0.04
## DisabilityRate -0.21 -0.80
## UnemploymentRate NotInLaborForceRate
## In labor force: 0.31 -0.02
## Civilian labor force: 0.31 -0.02
## Employed 0.30 -0.02
## Unemployed 0.42 0.02
## In Armed Forces 0.17 -0.04
## Not in labor force 0.32 0.07
## EmploymentRate -0.45 -0.96
## UnemploymentRate 1.00 0.22
## NotInLaborForceRate 0.22 1.00
## Education_Total_students 0.32 0.02
## Education_Below_9th grade 0.35 0.04
## Education_9th to 12th grade_no diploma 0.32 0.09
## Education_High_school_graduate 0.29 0.07
## Education_Some college_no degree 0.28 0.01
## Education_Associates_degree 0.29 0.05
## Education_Bachelors_degree 0.33 -0.03
## Education_Graduate_professional degree 0.37 -0.05
## U.S. citizen 0.31 0.03
## Not a U.S. citizen 0.34 -0.04
## Total_age 0.31 0.01
## Age_under_18 0.29 -0.01
## Age_18_to_24 0.30 0.00
## Age_25_to_34 0.32 -0.01
## Age_35_to_44 0.31 -0.01
## Age_45_to_54 0.32 0.01
## Age_55_to_64 0.32 0.02
## Age_over_64 0.31 0.06
## Total 0.31 0.01
## Owner Occupied 0.28 0.02
## Renter Occupied 0.34 -0.01
## Total_people 0.31 0.01
## Total With Disabilities 0.31 0.10
## Hearing 0.27 0.08
## Vision difficulty 0.32 0.14
## cognative 0.31 0.10
## ambulatory difficulty 0.32 0.13
## Self-care difficulty 0.35 0.11
## Independent living difficulty 0.34 0.11
## No Disability 0.31 0.00
## DisabilityRate 0.03 0.87
## Education_Total_students
## In labor force: 1.00
## Civilian labor force: 1.00
## Employed 1.00
## Unemployed 0.97
## In Armed Forces 0.72
## Not in labor force 1.00
## EmploymentRate -0.06
## UnemploymentRate 0.32
## NotInLaborForceRate 0.02
## Education_Total_students 1.00
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.99
## Education_Associates_degree 0.99
## Education_Bachelors_degree 1.00
## Education_Graduate_professional degree 0.98
## U.S. citizen 1.00
## Not a U.S. citizen 0.95
## Total_age 1.00
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 1.00
## Age_35_to_44 1.00
## Age_45_to_54 1.00
## Age_55_to_64 1.00
## Age_over_64 0.99
## Total 1.00
## Owner Occupied 0.98
## Renter Occupied 0.99
## Total_people 1.00
## Total With Disabilities 0.99
## Hearing 0.99
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 1.00
## DisabilityRate -0.26
## Education_Below_9th grade
## In labor force: 0.94
## Civilian labor force: 0.94
## Employed 0.94
## Unemployed 0.97
## In Armed Forces 0.71
## Not in labor force 0.93
## EmploymentRate -0.10
## UnemploymentRate 0.35
## NotInLaborForceRate 0.04
## Education_Total_students 0.94
## Education_Below_9th grade 1.00
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 0.87
## Education_Some college_no degree 0.94
## Education_Associates_degree 0.90
## Education_Bachelors_degree 0.94
## Education_Graduate_professional degree 0.92
## U.S. citizen 0.93
## Not a U.S. citizen 0.99
## Total_age 0.94
## Age_under_18 0.95
## Age_18_to_24 0.95
## Age_25_to_34 0.96
## Age_35_to_44 0.96
## Age_45_to_54 0.95
## Age_55_to_64 0.92
## Age_over_64 0.90
## Total 0.92
## Owner Occupied 0.88
## Renter Occupied 0.96
## Total_people 0.94
## Total With Disabilities 0.91
## Hearing 0.91
## Vision difficulty 0.93
## cognative 0.92
## ambulatory difficulty 0.91
## Self-care difficulty 0.95
## Independent living difficulty 0.93
## No Disability 0.95
## DisabilityRate -0.20
## Education_9th to 12th grade_no diploma
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.97
## In Armed Forces 0.74
## Not in labor force 0.99
## EmploymentRate -0.13
## UnemploymentRate 0.32
## NotInLaborForceRate 0.09
## Education_Total_students 0.99
## Education_Below_9th grade 0.96
## Education_9th to 12th grade_no diploma 1.00
## Education_High_school_graduate 0.96
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.96
## Education_Bachelors_degree 0.97
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.95
## Total_age 0.99
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.98
## Age_over_64 0.96
## Total 0.98
## Owner Occupied 0.96
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.98
## Vision difficulty 0.99
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 0.99
## DisabilityRate -0.18
## Education_High_school_graduate
## In labor force: 0.97
## Civilian labor force: 0.97
## Employed 0.98
## Unemployed 0.93
## In Armed Forces 0.66
## Not in labor force 0.98
## EmploymentRate -0.10
## UnemploymentRate 0.29
## NotInLaborForceRate 0.07
## Education_Total_students 0.98
## Education_Below_9th grade 0.87
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 1.00
## Education_Some college_no degree 0.96
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.96
## Education_Graduate_professional degree 0.94
## U.S. citizen 0.98
## Not a U.S. citizen 0.87
## Total_age 0.98
## Age_under_18 0.97
## Age_18_to_24 0.97
## Age_25_to_34 0.96
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.99
## Renter Occupied 0.96
## Total_people 0.98
## Total With Disabilities 0.99
## Hearing 0.99
## Vision difficulty 0.97
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 0.97
## Independent living difficulty 0.98
## No Disability 0.97
## DisabilityRate -0.20
## Education_Some college_no degree
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.96
## In Armed Forces 0.75
## Not in labor force 0.99
## EmploymentRate -0.05
## UnemploymentRate 0.28
## NotInLaborForceRate 0.01
## Education_Total_students 0.99
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.98
## Education_High_school_graduate 0.96
## Education_Some college_no degree 1.00
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.94
## Total_age 0.99
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.98
## Age_over_64 0.97
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.99
## Vision difficulty 0.97
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.98
## Independent living difficulty 0.98
## No Disability 0.99
## DisabilityRate -0.25
## Education_Associates_degree
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.95
## In Armed Forces 0.70
## Not in labor force 0.99
## EmploymentRate -0.08
## UnemploymentRate 0.29
## NotInLaborForceRate 0.05
## Education_Total_students 0.99
## Education_Below_9th grade 0.90
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.98
## Education_Associates_degree 1.00
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.96
## U.S. citizen 0.99
## Not a U.S. citizen 0.91
## Total_age 0.98
## Age_under_18 0.97
## Age_18_to_24 0.97
## Age_25_to_34 0.97
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.97
## Total_people 0.98
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.96
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.98
## Independent living difficulty 0.99
## No Disability 0.98
## DisabilityRate -0.24
## Education_Bachelors_degree
## In labor force: 1.00
## Civilian labor force: 1.00
## Employed 1.00
## Unemployed 0.98
## In Armed Forces 0.73
## Not in labor force 0.99
## EmploymentRate -0.02
## UnemploymentRate 0.33
## NotInLaborForceRate -0.03
## Education_Total_students 1.00
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.97
## Education_High_school_graduate 0.96
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 1.00
## Education_Graduate_professional degree 0.99
## U.S. citizen 0.99
## Not a U.S. citizen 0.95
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 1.00
## Age_55_to_64 0.99
## Age_over_64 0.98
## Total 0.99
## Owner Occupied 0.97
## Renter Occupied 0.99
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.97
## Vision difficulty 0.96
## cognative 0.98
## ambulatory difficulty 0.97
## Self-care difficulty 0.98
## Independent living difficulty 0.98
## No Disability 1.00
## DisabilityRate -0.31
## Education_Graduate_professional degree
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.98
## In Armed Forces 0.71
## Not in labor force 0.97
## EmploymentRate -0.01
## UnemploymentRate 0.37
## NotInLaborForceRate -0.05
## Education_Total_students 0.98
## Education_Below_9th grade 0.92
## Education_9th to 12th grade_no diploma 0.95
## Education_High_school_graduate 0.94
## Education_Some college_no degree 0.95
## Education_Associates_degree 0.96
## Education_Bachelors_degree 0.99
## Education_Graduate_professional degree 1.00
## U.S. citizen 0.97
## Not a U.S. citizen 0.93
## Total_age 0.98
## Age_under_18 0.96
## Age_18_to_24 0.97
## Age_25_to_34 0.97
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.98
## Age_over_64 0.97
## Total 0.97
## Owner Occupied 0.95
## Renter Occupied 0.98
## Total_people 0.98
## Total With Disabilities 0.95
## Hearing 0.94
## Vision difficulty 0.93
## cognative 0.95
## ambulatory difficulty 0.95
## Self-care difficulty 0.97
## Independent living difficulty 0.97
## No Disability 0.98
## DisabilityRate -0.34
## U.S. citizen Not a U.S. citizen
## In labor force: 1.00 0.95
## Civilian labor force: 1.00 0.95
## Employed 1.00 0.95
## Unemployed 0.97 0.97
## In Armed Forces 0.72 0.72
## Not in labor force 1.00 0.94
## EmploymentRate -0.07 -0.03
## UnemploymentRate 0.31 0.34
## NotInLaborForceRate 0.03 -0.04
## Education_Total_students 1.00 0.95
## Education_Below_9th grade 0.93 0.99
## Education_9th to 12th grade_no diploma 0.99 0.95
## Education_High_school_graduate 0.98 0.87
## Education_Some college_no degree 0.99 0.94
## Education_Associates_degree 0.99 0.91
## Education_Bachelors_degree 0.99 0.95
## Education_Graduate_professional degree 0.97 0.93
## U.S. citizen 1.00 0.94
## Not a U.S. citizen 0.94 1.00
## Total_age 1.00 0.95
## Age_under_18 0.99 0.95
## Age_18_to_24 1.00 0.95
## Age_25_to_34 0.99 0.96
## Age_35_to_44 1.00 0.96
## Age_45_to_54 1.00 0.95
## Age_55_to_64 1.00 0.93
## Age_over_64 0.98 0.91
## Total 1.00 0.93
## Owner Occupied 0.99 0.88
## Renter Occupied 0.99 0.96
## Total_people 1.00 0.95
## Total With Disabilities 0.99 0.91
## Hearing 0.99 0.91
## Vision difficulty 0.98 0.91
## cognative 0.99 0.91
## ambulatory difficulty 0.99 0.91
## Self-care difficulty 0.99 0.94
## Independent living difficulty 0.99 0.93
## No Disability 1.00 0.95
## DisabilityRate -0.24 -0.30
## Total_age Age_under_18 Age_18_to_24
## In labor force: 1.00 0.99 1.00
## Civilian labor force: 1.00 0.99 1.00
## Employed 1.00 0.99 1.00
## Unemployed 0.97 0.96 0.97
## In Armed Forces 0.73 0.74 0.74
## Not in labor force 1.00 0.98 0.99
## EmploymentRate -0.05 -0.03 -0.04
## UnemploymentRate 0.31 0.29 0.30
## NotInLaborForceRate 0.01 -0.01 0.00
## Education_Total_students 1.00 0.99 0.99
## Education_Below_9th grade 0.94 0.95 0.95
## Education_9th to 12th grade_no diploma 0.99 0.99 0.99
## Education_High_school_graduate 0.98 0.97 0.97
## Education_Some college_no degree 0.99 0.99 0.99
## Education_Associates_degree 0.98 0.97 0.97
## Education_Bachelors_degree 0.99 0.98 0.99
## Education_Graduate_professional degree 0.98 0.96 0.97
## U.S. citizen 1.00 0.99 1.00
## Not a U.S. citizen 0.95 0.95 0.95
## Total_age 1.00 0.99 1.00
## Age_under_18 0.99 1.00 1.00
## Age_18_to_24 1.00 1.00 1.00
## Age_25_to_34 1.00 1.00 1.00
## Age_35_to_44 1.00 1.00 1.00
## Age_45_to_54 1.00 0.99 1.00
## Age_55_to_64 1.00 0.98 0.99
## Age_over_64 0.98 0.96 0.97
## Total 1.00 0.99 0.99
## Owner Occupied 0.98 0.98 0.98
## Renter Occupied 0.99 0.99 0.99
## Total_people 1.00 0.99 1.00
## Total With Disabilities 0.99 0.98 0.99
## Hearing 0.99 0.98 0.98
## Vision difficulty 0.98 0.98 0.98
## cognative 0.99 0.98 0.99
## ambulatory difficulty 0.99 0.98 0.98
## Self-care difficulty 0.99 0.98 0.98
## Independent living difficulty 0.99 0.98 0.98
## No Disability 1.00 1.00 1.00
## DisabilityRate -0.26 -0.27 -0.26
## Age_25_to_34 Age_35_to_44 Age_45_to_54
## In labor force: 1.00 1.00 1.00
## Civilian labor force: 1.00 1.00 1.00
## Employed 1.00 1.00 1.00
## Unemployed 0.98 0.97 0.98
## In Armed Forces 0.74 0.74 0.73
## Not in labor force 0.99 0.99 1.00
## EmploymentRate -0.04 -0.04 -0.06
## UnemploymentRate 0.32 0.31 0.32
## NotInLaborForceRate -0.01 -0.01 0.01
## Education_Total_students 1.00 1.00 1.00
## Education_Below_9th grade 0.96 0.96 0.95
## Education_9th to 12th grade_no diploma 0.99 0.99 0.99
## Education_High_school_graduate 0.96 0.97 0.98
## Education_Some college_no degree 0.99 0.99 0.99
## Education_Associates_degree 0.97 0.97 0.98
## Education_Bachelors_degree 0.99 0.99 1.00
## Education_Graduate_professional degree 0.97 0.97 0.98
## U.S. citizen 0.99 1.00 1.00
## Not a U.S. citizen 0.96 0.96 0.95
## Total_age 1.00 1.00 1.00
## Age_under_18 1.00 1.00 0.99
## Age_18_to_24 1.00 1.00 1.00
## Age_25_to_34 1.00 1.00 1.00
## Age_35_to_44 1.00 1.00 1.00
## Age_45_to_54 1.00 1.00 1.00
## Age_55_to_64 0.99 0.99 1.00
## Age_over_64 0.97 0.97 0.98
## Total 0.99 0.99 1.00
## Owner Occupied 0.97 0.98 0.98
## Renter Occupied 0.99 0.99 0.99
## Total_people 1.00 1.00 1.00
## Total With Disabilities 0.98 0.98 0.99
## Hearing 0.98 0.98 0.98
## Vision difficulty 0.97 0.98 0.98
## cognative 0.98 0.98 0.99
## ambulatory difficulty 0.98 0.98 0.99
## Self-care difficulty 0.99 0.99 0.99
## Independent living difficulty 0.98 0.98 0.99
## No Disability 1.00 1.00 1.00
## DisabilityRate -0.27 -0.27 -0.26
## Age_55_to_64 Age_over_64 Total
## In labor force: 0.99 0.98 1.00
## Civilian labor force: 1.00 0.98 1.00
## Employed 0.99 0.98 1.00
## Unemployed 0.97 0.95 0.96
## In Armed Forces 0.70 0.68 0.71
## Not in labor force 1.00 0.99 0.99
## EmploymentRate -0.07 -0.10 -0.05
## UnemploymentRate 0.32 0.31 0.31
## NotInLaborForceRate 0.02 0.06 0.01
## Education_Total_students 1.00 0.99 1.00
## Education_Below_9th grade 0.92 0.90 0.92
## Education_9th to 12th grade_no diploma 0.98 0.96 0.98
## Education_High_school_graduate 0.99 0.99 0.99
## Education_Some college_no degree 0.98 0.97 0.99
## Education_Associates_degree 0.99 0.99 0.99
## Education_Bachelors_degree 0.99 0.98 0.99
## Education_Graduate_professional degree 0.98 0.97 0.97
## U.S. citizen 1.00 0.98 1.00
## Not a U.S. citizen 0.93 0.91 0.93
## Total_age 1.00 0.98 1.00
## Age_under_18 0.98 0.96 0.99
## Age_18_to_24 0.99 0.97 0.99
## Age_25_to_34 0.99 0.97 0.99
## Age_35_to_44 0.99 0.97 0.99
## Age_45_to_54 1.00 0.98 1.00
## Age_55_to_64 1.00 0.99 1.00
## Age_over_64 0.99 1.00 0.99
## Total 1.00 0.99 1.00
## Owner Occupied 0.99 0.98 0.99
## Renter Occupied 0.99 0.97 0.99
## Total_people 1.00 0.98 1.00
## Total With Disabilities 0.99 0.99 0.99
## Hearing 0.98 0.98 0.99
## Vision difficulty 0.97 0.96 0.98
## cognative 0.99 0.98 0.99
## ambulatory difficulty 0.99 0.99 0.99
## Self-care difficulty 0.99 0.98 0.99
## Independent living difficulty 0.99 0.99 0.99
## No Disability 0.99 0.98 1.00
## DisabilityRate -0.26 -0.23 -0.26
## Owner Occupied Renter Occupied
## In labor force: 0.98 0.99
## Civilian labor force: 0.98 0.99
## Employed 0.98 0.99
## Unemployed 0.93 0.99
## In Armed Forces 0.70 0.72
## Not in labor force 0.98 0.99
## EmploymentRate -0.05 -0.05
## UnemploymentRate 0.28 0.34
## NotInLaborForceRate 0.02 -0.01
## Education_Total_students 0.98 0.99
## Education_Below_9th grade 0.88 0.96
## Education_9th to 12th grade_no diploma 0.96 0.98
## Education_High_school_graduate 0.99 0.96
## Education_Some college_no degree 0.98 0.98
## Education_Associates_degree 0.98 0.97
## Education_Bachelors_degree 0.97 0.99
## Education_Graduate_professional degree 0.95 0.98
## U.S. citizen 0.99 0.99
## Not a U.S. citizen 0.88 0.96
## Total_age 0.98 0.99
## Age_under_18 0.98 0.99
## Age_18_to_24 0.98 0.99
## Age_25_to_34 0.97 0.99
## Age_35_to_44 0.98 0.99
## Age_45_to_54 0.98 0.99
## Age_55_to_64 0.99 0.99
## Age_over_64 0.98 0.97
## Total 0.99 0.99
## Owner Occupied 1.00 0.96
## Renter Occupied 0.96 1.00
## Total_people 0.98 0.99
## Total With Disabilities 0.99 0.98
## Hearing 0.99 0.97
## Vision difficulty 0.97 0.96
## cognative 0.99 0.98
## ambulatory difficulty 0.99 0.97
## Self-care difficulty 0.97 0.99
## Independent living difficulty 0.98 0.98
## No Disability 0.98 0.99
## DisabilityRate -0.25 -0.27
## Total_people Total With Disabilities
## In labor force: 1.00 0.99
## Civilian labor force: 1.00 0.99
## Employed 1.00 0.99
## Unemployed 0.97 0.95
## In Armed Forces 0.73 0.71
## Not in labor force 1.00 1.00
## EmploymentRate -0.05 -0.13
## UnemploymentRate 0.31 0.31
## NotInLaborForceRate 0.01 0.10
## Education_Total_students 1.00 0.99
## Education_Below_9th grade 0.94 0.91
## Education_9th to 12th grade_no diploma 0.99 0.98
## Education_High_school_graduate 0.98 0.99
## Education_Some college_no degree 0.99 0.98
## Education_Associates_degree 0.98 0.99
## Education_Bachelors_degree 0.99 0.98
## Education_Graduate_professional degree 0.98 0.95
## U.S. citizen 1.00 0.99
## Not a U.S. citizen 0.95 0.91
## Total_age 1.00 0.99
## Age_under_18 0.99 0.98
## Age_18_to_24 1.00 0.99
## Age_25_to_34 1.00 0.98
## Age_35_to_44 1.00 0.98
## Age_45_to_54 1.00 0.99
## Age_55_to_64 1.00 0.99
## Age_over_64 0.98 0.99
## Total 1.00 0.99
## Owner Occupied 0.98 0.99
## Renter Occupied 0.99 0.98
## Total_people 1.00 0.99
## Total With Disabilities 0.99 1.00
## Hearing 0.99 1.00
## Vision difficulty 0.98 0.99
## cognative 0.99 1.00
## ambulatory difficulty 0.99 1.00
## Self-care difficulty 0.99 0.99
## Independent living difficulty 0.99 0.99
## No Disability 1.00 0.99
## DisabilityRate -0.26 -0.17
## Hearing Vision difficulty cognative
## In labor force: 0.98 0.97 0.99
## Civilian labor force: 0.98 0.97 0.99
## Employed 0.98 0.97 0.99
## Unemployed 0.93 0.94 0.95
## In Armed Forces 0.72 0.73 0.71
## Not in labor force 0.99 0.98 0.99
## EmploymentRate -0.11 -0.18 -0.13
## UnemploymentRate 0.27 0.32 0.31
## NotInLaborForceRate 0.08 0.14 0.10
## Education_Total_students 0.99 0.98 0.99
## Education_Below_9th grade 0.91 0.93 0.92
## Education_9th to 12th grade_no diploma 0.98 0.99 0.98
## Education_High_school_graduate 0.99 0.97 0.99
## Education_Some college_no degree 0.99 0.97 0.98
## Education_Associates_degree 0.98 0.96 0.98
## Education_Bachelors_degree 0.97 0.96 0.98
## Education_Graduate_professional degree 0.94 0.93 0.95
## U.S. citizen 0.99 0.98 0.99
## Not a U.S. citizen 0.91 0.91 0.91
## Total_age 0.99 0.98 0.99
## Age_under_18 0.98 0.98 0.98
## Age_18_to_24 0.98 0.98 0.99
## Age_25_to_34 0.98 0.97 0.98
## Age_35_to_44 0.98 0.98 0.98
## Age_45_to_54 0.98 0.98 0.99
## Age_55_to_64 0.98 0.97 0.99
## Age_over_64 0.98 0.96 0.98
## Total 0.99 0.98 0.99
## Owner Occupied 0.99 0.97 0.99
## Renter Occupied 0.97 0.96 0.98
## Total_people 0.99 0.98 0.99
## Total With Disabilities 1.00 0.99 1.00
## Hearing 1.00 0.99 1.00
## Vision difficulty 0.99 1.00 0.99
## cognative 1.00 0.99 1.00
## ambulatory difficulty 0.99 0.99 1.00
## Self-care difficulty 0.98 0.98 0.99
## Independent living difficulty 0.98 0.98 0.99
## No Disability 0.98 0.98 0.99
## DisabilityRate -0.18 -0.11 -0.16
## ambulatory difficulty
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.95
## In Armed Forces 0.71
## Not in labor force 0.99
## EmploymentRate -0.16
## UnemploymentRate 0.32
## NotInLaborForceRate 0.13
## Education_Total_students 0.99
## Education_Below_9th grade 0.91
## Education_9th to 12th grade_no diploma 0.98
## Education_High_school_graduate 0.99
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.97
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.91
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.98
## Age_35_to_44 0.98
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.99
## Renter Occupied 0.97
## Total_people 0.99
## Total With Disabilities 1.00
## Hearing 0.99
## Vision difficulty 0.99
## cognative 1.00
## ambulatory difficulty 1.00
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 0.98
## DisabilityRate -0.14
## Self-care difficulty
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.98
## In Armed Forces 0.71
## Not in labor force 1.00
## EmploymentRate -0.16
## UnemploymentRate 0.35
## NotInLaborForceRate 0.11
## Education_Total_students 0.99
## Education_Below_9th grade 0.95
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.97
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.97
## U.S. citizen 0.99
## Not a U.S. citizen 0.94
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.98
## Total 0.99
## Owner Occupied 0.97
## Renter Occupied 0.99
## Total_people 0.99
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 1.00
## Independent living difficulty 1.00
## No Disability 0.99
## DisabilityRate -0.16
## Independent living difficulty
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.97
## In Armed Forces 0.70
## Not in labor force 1.00
## EmploymentRate -0.15
## UnemploymentRate 0.34
## NotInLaborForceRate 0.11
## Education_Total_students 0.99
## Education_Below_9th grade 0.93
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.99
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.97
## U.S. citizen 0.99
## Not a U.S. citizen 0.93
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.98
## Age_35_to_44 0.98
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 1.00
## Independent living difficulty 1.00
## No Disability 0.99
## DisabilityRate -0.16
## No Disability DisabilityRate
## In labor force: 1.00 -0.29
## Civilian labor force: 1.00 -0.29
## Employed 1.00 -0.29
## Unemployed 0.98 -0.26
## In Armed Forces 0.73 -0.24
## Not in labor force 0.99 -0.21
## EmploymentRate -0.04 -0.80
## UnemploymentRate 0.31 0.03
## NotInLaborForceRate 0.00 0.87
## Education_Total_students 1.00 -0.26
## Education_Below_9th grade 0.95 -0.20
## Education_9th to 12th grade_no diploma 0.99 -0.18
## Education_High_school_graduate 0.97 -0.20
## Education_Some college_no degree 0.99 -0.25
## Education_Associates_degree 0.98 -0.24
## Education_Bachelors_degree 1.00 -0.31
## Education_Graduate_professional degree 0.98 -0.34
## U.S. citizen 1.00 -0.24
## Not a U.S. citizen 0.95 -0.30
## Total_age 1.00 -0.26
## Age_under_18 1.00 -0.27
## Age_18_to_24 1.00 -0.26
## Age_25_to_34 1.00 -0.27
## Age_35_to_44 1.00 -0.27
## Age_45_to_54 1.00 -0.26
## Age_55_to_64 0.99 -0.26
## Age_over_64 0.98 -0.23
## Total 1.00 -0.26
## Owner Occupied 0.98 -0.25
## Renter Occupied 0.99 -0.27
## Total_people 1.00 -0.26
## Total With Disabilities 0.99 -0.17
## Hearing 0.98 -0.18
## Vision difficulty 0.98 -0.11
## cognative 0.99 -0.16
## ambulatory difficulty 0.98 -0.14
## Self-care difficulty 0.99 -0.16
## Independent living difficulty 0.99 -0.16
## No Disability 1.00 -0.27
## DisabilityRate -0.27 1.00| In labor force: | Civilian labor force: | Employed | Unemployed | In Armed Forces | Not in labor force | EmploymentRate | UnemploymentRate | NotInLaborForceRate | Education_Total_students | Education_Below_9th grade | Education_9th to 12th grade_no diploma | Education_High_school_graduate | Education_Some college_no degree | Education_Associates_degree | Education_Bachelors_degree | Education_Graduate_professional degree | U.S. citizen | Not a U.S. citizen | Total_age | Age_under_18 | Age_18_to_24 | Age_25_to_34 | Age_35_to_44 | Age_45_to_54 | Age_55_to_64 | Age_over_64 | Total | Owner Occupied | Renter Occupied | Total_people | Total With Disabilities | Hearing | Vision difficulty | cognative | ambulatory difficulty | Self-care difficulty | Independent living difficulty | No Disability | DisabilityRate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| In labor force: | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 0.99 | -0.03 | 0.31 | -0.02 | 1.00 | 0.94 | 0.98 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Civilian labor force: | 1.00 | 1.00 | 1.00 | 0.98 | 0.72 | 0.99 | -0.03 | 0.31 | -0.02 | 1.00 | 0.94 | 0.98 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Employed | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 0.99 | -0.02 | 0.30 | -0.02 | 1.00 | 0.94 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Unemployed | 0.97 | 0.98 | 0.97 | 1.00 | 0.68 | 0.97 | -0.09 | 0.42 | 0.02 | 0.97 | 0.97 | 0.97 | 0.93 | 0.96 | 0.95 | 0.98 | 0.98 | 0.97 | 0.97 | 0.97 | 0.96 | 0.97 | 0.98 | 0.97 | 0.98 | 0.97 | 0.95 | 0.96 | 0.93 | 0.99 | 0.97 | 0.95 | 0.93 | 0.94 | 0.95 | 0.95 | 0.98 | 0.97 | 0.98 | -0.26 |
| In Armed Forces | 0.73 | 0.72 | 0.73 | 0.68 | 1.00 | 0.72 | -0.05 | 0.17 | -0.04 | 0.72 | 0.71 | 0.74 | 0.66 | 0.75 | 0.70 | 0.73 | 0.71 | 0.72 | 0.72 | 0.73 | 0.74 | 0.74 | 0.74 | 0.74 | 0.73 | 0.70 | 0.68 | 0.71 | 0.70 | 0.72 | 0.73 | 0.71 | 0.72 | 0.73 | 0.71 | 0.71 | 0.71 | 0.70 | 0.73 | -0.24 |
| Not in labor force | 0.99 | 0.99 | 0.99 | 0.97 | 0.72 | 1.00 | -0.11 | 0.32 | 0.07 | 1.00 | 0.93 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.94 | 1.00 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.21 |
| EmploymentRate | -0.03 | -0.03 | -0.02 | -0.09 | -0.05 | -0.11 | 1.00 | -0.45 | -0.96 | -0.06 | -0.10 | -0.13 | -0.10 | -0.05 | -0.08 | -0.02 | -0.01 | -0.07 | -0.03 | -0.05 | -0.03 | -0.04 | -0.04 | -0.04 | -0.06 | -0.07 | -0.10 | -0.05 | -0.05 | -0.05 | -0.05 | -0.13 | -0.11 | -0.18 | -0.13 | -0.16 | -0.16 | -0.15 | -0.04 | -0.80 |
| UnemploymentRate | 0.31 | 0.31 | 0.30 | 0.42 | 0.17 | 0.32 | -0.45 | 1.00 | 0.22 | 0.32 | 0.35 | 0.32 | 0.29 | 0.28 | 0.29 | 0.33 | 0.37 | 0.31 | 0.34 | 0.31 | 0.29 | 0.30 | 0.32 | 0.31 | 0.32 | 0.32 | 0.31 | 0.31 | 0.28 | 0.34 | 0.31 | 0.31 | 0.27 | 0.32 | 0.31 | 0.32 | 0.35 | 0.34 | 0.31 | 0.03 |
| NotInLaborForceRate | -0.02 | -0.02 | -0.02 | 0.02 | -0.04 | 0.07 | -0.96 | 0.22 | 1.00 | 0.02 | 0.04 | 0.09 | 0.07 | 0.01 | 0.05 | -0.03 | -0.05 | 0.03 | -0.04 | 0.01 | -0.01 | 0.00 | -0.01 | -0.01 | 0.01 | 0.02 | 0.06 | 0.01 | 0.02 | -0.01 | 0.01 | 0.10 | 0.08 | 0.14 | 0.10 | 0.13 | 0.11 | 0.11 | 0.00 | 0.87 |
| Education_Total_students | 1.00 | 1.00 | 1.00 | 0.97 | 0.72 | 1.00 | -0.06 | 0.32 | 0.02 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Education_Below_9th grade | 0.94 | 0.94 | 0.94 | 0.97 | 0.71 | 0.93 | -0.10 | 0.35 | 0.04 | 0.94 | 1.00 | 0.96 | 0.87 | 0.94 | 0.90 | 0.94 | 0.92 | 0.93 | 0.99 | 0.94 | 0.95 | 0.95 | 0.96 | 0.96 | 0.95 | 0.92 | 0.90 | 0.92 | 0.88 | 0.96 | 0.94 | 0.91 | 0.91 | 0.93 | 0.92 | 0.91 | 0.95 | 0.93 | 0.95 | -0.20 |
| Education_9th to 12th grade_no diploma | 0.98 | 0.98 | 0.98 | 0.97 | 0.74 | 0.99 | -0.13 | 0.32 | 0.09 | 0.99 | 0.96 | 1.00 | 0.96 | 0.98 | 0.96 | 0.97 | 0.95 | 0.99 | 0.95 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.96 | 0.98 | 0.96 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | -0.18 |
| Education_High_school_graduate | 0.97 | 0.97 | 0.98 | 0.93 | 0.66 | 0.98 | -0.10 | 0.29 | 0.07 | 0.98 | 0.87 | 0.96 | 1.00 | 0.96 | 0.98 | 0.96 | 0.94 | 0.98 | 0.87 | 0.98 | 0.97 | 0.97 | 0.96 | 0.97 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.96 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 0.99 | 0.97 | 0.98 | 0.97 | -0.20 |
| Education_Some college_no degree | 0.99 | 0.99 | 0.99 | 0.96 | 0.75 | 0.99 | -0.05 | 0.28 | 0.01 | 0.99 | 0.94 | 0.98 | 0.96 | 1.00 | 0.98 | 0.98 | 0.95 | 0.99 | 0.94 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 0.97 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | -0.25 |
| Education_Associates_degree | 0.98 | 0.98 | 0.98 | 0.95 | 0.70 | 0.99 | -0.08 | 0.29 | 0.05 | 0.99 | 0.90 | 0.96 | 0.98 | 0.98 | 1.00 | 0.98 | 0.96 | 0.99 | 0.91 | 0.98 | 0.97 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.98 | 0.99 | 0.98 | 0.96 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | -0.24 |
| Education_Bachelors_degree | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 0.99 | -0.02 | 0.33 | -0.03 | 1.00 | 0.94 | 0.97 | 0.96 | 0.98 | 0.98 | 1.00 | 0.99 | 0.99 | 0.95 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 0.99 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.98 | 0.98 | 1.00 | -0.31 |
| Education_Graduate_professional degree | 0.98 | 0.98 | 0.98 | 0.98 | 0.71 | 0.97 | -0.01 | 0.37 | -0.05 | 0.98 | 0.92 | 0.95 | 0.94 | 0.95 | 0.96 | 0.99 | 1.00 | 0.97 | 0.93 | 0.98 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.98 | 0.97 | 0.97 | 0.95 | 0.98 | 0.98 | 0.95 | 0.94 | 0.93 | 0.95 | 0.95 | 0.97 | 0.97 | 0.98 | -0.34 |
| U.S. citizen | 1.00 | 1.00 | 1.00 | 0.97 | 0.72 | 1.00 | -0.07 | 0.31 | 0.03 | 1.00 | 0.93 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.94 | 1.00 | 0.99 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.24 |
| Not a U.S. citizen | 0.95 | 0.95 | 0.95 | 0.97 | 0.72 | 0.94 | -0.03 | 0.34 | -0.04 | 0.95 | 0.99 | 0.95 | 0.87 | 0.94 | 0.91 | 0.95 | 0.93 | 0.94 | 1.00 | 0.95 | 0.95 | 0.95 | 0.96 | 0.96 | 0.95 | 0.93 | 0.91 | 0.93 | 0.88 | 0.96 | 0.95 | 0.91 | 0.91 | 0.91 | 0.91 | 0.91 | 0.94 | 0.93 | 0.95 | -0.30 |
| Total_age | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 1.00 | -0.05 | 0.31 | 0.01 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Age_under_18 | 0.99 | 0.99 | 0.99 | 0.96 | 0.74 | 0.98 | -0.03 | 0.29 | -0.01 | 0.99 | 0.95 | 0.99 | 0.97 | 0.99 | 0.97 | 0.98 | 0.96 | 0.99 | 0.95 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 0.96 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 1.00 | -0.27 |
| Age_18_to_24 | 1.00 | 1.00 | 1.00 | 0.97 | 0.74 | 0.99 | -0.04 | 0.30 | 0.00 | 0.99 | 0.95 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.97 | 1.00 | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 | 1.00 | -0.26 |
| Age_25_to_34 | 1.00 | 1.00 | 1.00 | 0.98 | 0.74 | 0.99 | -0.04 | 0.32 | -0.01 | 1.00 | 0.96 | 0.99 | 0.96 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 1.00 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | -0.27 |
| Age_35_to_44 | 1.00 | 1.00 | 1.00 | 0.97 | 0.74 | 0.99 | -0.04 | 0.31 | -0.01 | 1.00 | 0.96 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.97 | 1.00 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.98 | 0.99 | 1.00 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | -0.27 |
| Age_45_to_54 | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 1.00 | -0.06 | 0.32 | 0.01 | 1.00 | 0.95 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Age_55_to_64 | 0.99 | 1.00 | 0.99 | 0.97 | 0.70 | 1.00 | -0.07 | 0.32 | 0.02 | 1.00 | 0.92 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 1.00 | 0.93 | 1.00 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | -0.26 |
| Age_over_64 | 0.98 | 0.98 | 0.98 | 0.95 | 0.68 | 0.99 | -0.10 | 0.31 | 0.06 | 0.99 | 0.90 | 0.96 | 0.99 | 0.97 | 0.99 | 0.98 | 0.97 | 0.98 | 0.91 | 0.98 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.98 | 0.99 | 0.98 | 0.96 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | -0.23 |
| Total | 1.00 | 1.00 | 1.00 | 0.96 | 0.71 | 0.99 | -0.05 | 0.31 | 0.01 | 1.00 | 0.92 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.93 | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Owner Occupied | 0.98 | 0.98 | 0.98 | 0.93 | 0.70 | 0.98 | -0.05 | 0.28 | 0.02 | 0.98 | 0.88 | 0.96 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.99 | 0.88 | 0.98 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 1.00 | 0.96 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 0.99 | 0.97 | 0.98 | 0.98 | -0.25 |
| Renter Occupied | 0.99 | 0.99 | 0.99 | 0.99 | 0.72 | 0.99 | -0.05 | 0.34 | -0.01 | 0.99 | 0.96 | 0.98 | 0.96 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.96 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 0.99 | 0.96 | 1.00 | 0.99 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | -0.27 |
| Total_people | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 1.00 | -0.05 | 0.31 | 0.01 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Total With Disabilities | 0.99 | 0.99 | 0.99 | 0.95 | 0.71 | 1.00 | -0.13 | 0.31 | 0.10 | 0.99 | 0.91 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | -0.17 |
| Hearing | 0.98 | 0.98 | 0.98 | 0.93 | 0.72 | 0.99 | -0.11 | 0.27 | 0.08 | 0.99 | 0.91 | 0.98 | 0.99 | 0.99 | 0.98 | 0.97 | 0.94 | 0.99 | 0.91 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.98 | -0.18 |
| Vision difficulty | 0.97 | 0.97 | 0.97 | 0.94 | 0.73 | 0.98 | -0.18 | 0.32 | 0.14 | 0.98 | 0.93 | 0.99 | 0.97 | 0.97 | 0.96 | 0.96 | 0.93 | 0.98 | 0.91 | 0.98 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.96 | 0.98 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | -0.11 |
| cognative | 0.99 | 0.99 | 0.99 | 0.95 | 0.71 | 0.99 | -0.13 | 0.31 | 0.10 | 0.99 | 0.92 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | -0.16 |
| ambulatory difficulty | 0.98 | 0.98 | 0.98 | 0.95 | 0.71 | 0.99 | -0.16 | 0.32 | 0.13 | 0.99 | 0.91 | 0.98 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.98 | -0.14 |
| Self-care difficulty | 0.99 | 0.99 | 0.99 | 0.98 | 0.71 | 1.00 | -0.16 | 0.35 | 0.11 | 0.99 | 0.95 | 0.99 | 0.97 | 0.98 | 0.98 | 0.98 | 0.97 | 0.99 | 0.94 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.16 |
| Independent living difficulty | 0.99 | 0.99 | 0.99 | 0.97 | 0.70 | 1.00 | -0.15 | 0.34 | 0.11 | 0.99 | 0.93 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.97 | 0.99 | 0.93 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.16 |
| No Disability | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 0.99 | -0.04 | 0.31 | 0.00 | 1.00 | 0.95 | 0.99 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.27 |
| DisabilityRate | -0.29 | -0.29 | -0.29 | -0.26 | -0.24 | -0.21 | -0.80 | 0.03 | 0.87 | -0.26 | -0.20 | -0.18 | -0.20 | -0.25 | -0.24 | -0.31 | -0.34 | -0.24 | -0.30 | -0.26 | -0.27 | -0.26 | -0.27 | -0.27 | -0.26 | -0.26 | -0.23 | -0.26 | -0.25 | -0.27 | -0.26 | -0.17 | -0.18 | -0.11 | -0.16 | -0.14 | -0.16 | -0.16 | -0.27 | 1.00 |
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## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
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## layout## `geom_smooth()` using formula = 'y ~ x'
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## unemp## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
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## Warning in RColorBrewer::brewer.pal(N, "Set2"): minimal value for n is 3, returning requested palette with 3 different levels
## Warning in RColorBrewer::brewer.pal(N, "Set2"): minimal value for n is 3, returning requested palette with 3 different levels=======
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